diff --git a/mindspore/_extends/parse/parser.py b/mindspore/_extends/parse/parser.py
index 2c3168bc62..728dfc874b 100644
--- a/mindspore/_extends/parse/parser.py
+++ b/mindspore/_extends/parse/parser.py
@@ -17,18 +17,21 @@
 """The module of parser python object, called by c++."""
 
 import ast
-import types
-import inspect
 import hashlib
-from textwrap import dedent
+import inspect
+import types
 from dataclasses import is_dataclass
+from textwrap import dedent
+
 import asttokens
-import mindspore.nn as nn
-from mindspore import log as logger
+
 from mindspore import Tensor as MsTensor
+from mindspore import context
+from mindspore import log as logger
+from mindspore import nn
 from mindspore import ops
-from mindspore.common.dtype import pytype_to_dtype
 from mindspore.common.api import _MindSporeFunction
+from mindspore.common.dtype import pytype_to_dtype
 from .namespace import CellNamespace, ClosureNamespace, ClassMemberNamespace
 from .resources import parse_object_map, convert_object_map, trope_ns, SYMBOL_UNDEFINE, NO_IMPLEMENT
 
@@ -100,6 +103,8 @@ def get_parse_method_of_class(obj, parse_method=None):
     else:
         if isinstance(obj, nn.Cell):
             if obj.enable_hook:
+                if context.get_context("mode") == context.GRAPH_MODE:
+                    raise ValueError("The graph mode does not support hook function.")
                 method_name = "_hook_construct"
             else:
                 method_name = "construct"
diff --git a/mindspore/nn/cell.py b/mindspore/nn/cell.py
index ed6eac4036..d9dd2d6e0a 100755
--- a/mindspore/nn/cell.py
+++ b/mindspore/nn/cell.py
@@ -241,6 +241,8 @@ class Cell:
             if kwargs:
                 raise ValueError("For 'graph' mode, the outermost network does not support passing "
                                  "key-value pair parameters and variable key-value pair parameters.")
+            if self.enable_hook:
+                raise ValueError("The graph mode does not support hook function.")
             out = self.compile_and_run(*inputs)
             return out